Lithium niobate-on-insulator (LNOI) is an emerging photonic platform that exhibits favorable material properties (such as low optical loss, strong nonlinearities, and stability) enables large-scale integration with stronger confinement, showing promise for future networks, quantum processors, nonlinear systems. However, while photonics engineering has entered the era of automated “inverse desig...